{
 "metadata": {
  "name": "",
  "signature": "sha256:fa27afa1f5b5f36f8d1bc8ba04018fcacaf77313b4caf99fd34e7d7081403eca"
 },
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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import numpy as np\n",
      "import pandas as pd\n",
      "from os.path import join\n",
      "\n",
      "from pylab import rcParams\n",
      "import matplotlib.pyplot as plt\n",
      "%matplotlib inline\n",
      "rcParams['figure.figsize'] = (14, 6)\n",
      "\n",
      "plt.style.use('ggplot')\n",
      "import nilmtk\n",
      "from nilmtk import DataSet, TimeFrame, MeterGroup, HDFDataStore\n",
      "from nilmtk.disaggregate import CombinatorialOptimisation\n",
      "from nilmtk.utils import print_dict\n",
      "from nilmtk.metrics import f1_score\n",
      "\n",
      "import warnings\n",
      "warnings.filterwarnings(\"ignore\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Demo of NILMTK v0.2 for BuildSys 2014"
     ]
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Downloading data"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The full data set can be downloaded from the remote WikiEnergy database. The credentials are omitted here for security reasons."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# download_wikienergy(database_username, database_password, hdf_filename)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Loading data"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data_dir = '/Users/nipunbatra/Downloads/'\n",
      "we = DataSet(join(data_dir, 'wikienergy.h5'))\n",
      "print('loaded ' + str(len(we.buildings)) + ' buildings')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "loaded 239 buildings\n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Examine dataset metadata"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print_dict(we.metadata)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<ul><li><strong>meter_devices</strong>: <ul><li><strong>eGauge</strong>: <ul><li><strong>max_sample_period</strong>: 120</li><li><strong>description</strong>: Measures circuit-level power demand.  Comes with 12 CTs.\n",
        "</li><li><strong>manufacturer_url</strong>: <a href=\"https://www.egauge.net\">https://www.egauge.net</a></li><li><strong>measurements</strong>: <ul><li>{'type': 'active', 'upper_limit': 5000, 'lower_limit': 0, 'physical_quantity': 'power'}</li></ul></li><li><strong>sample_period</strong>: 60</li><li><strong>wireless</strong>: False</li><li><strong>model</strong>: eGauge</li><li><strong>manufacturer</strong>: eGauge Systems LLC</li></ul></li></ul></li><li><strong>creators</strong>: <ul><li>Jim Shead</li></ul></li><li><strong>name</strong>: WikiEnergy</li><li><strong>description</strong>: Several months of power data for more than 239 different homes.</li><li><strong>number_of_buildings</strong>: 239</li><li><strong>related_documents</strong>: <ul><li><a href=\"http://wiki-energy.org/\">http://wiki-energy.org/</a></li><li><a href=\"http://wiki-energy.org/wp-content/uploads/2014/02/20140610-WikiEnergy-Exporting-Data-Instructions.pdf\">http://wiki-energy.org/wp-content/uploads/2014/02/20140610-WikiEnergy-Exporting-Data-Instructions.pdf</a></li><li><a href=\"http://wiki-energy.org/wp-content/uploads/2014/02/Database-Descriptions-20140319.pdf\">http://wiki-energy.org/wp-content/uploads/2014/02/Database-Descriptions-20140319.pdf</a></li></ul></li><li><strong>long_name</strong>: WikiEnergy database</li><li><strong>contact</strong>: jshead@pecanstreet.org</li><li><strong>geo_location</strong>: <ul><li><strong>latitude</strong>: 30.292308</li><li><strong>country</strong>: US</li><li><strong>longitude</strong>: -97.699671</li><li><strong>locality</strong>: Austin</li></ul></li><li><strong>publication_date</strong>: 2014</li><li><strong>timezone</strong>: US/Central</li><li><strong>schema</strong>: <a href=\"https://github.com/nilmtk/nilm_metadata/tree/v0.2\">https://github.com/nilmtk/nilm_metadata/tree/v0.2</a></li><li><strong>institution</strong>: Pecan Street Inc</li><li><strong>subject</strong>: Disaggregated power demand from domestic buildings.</li></ul>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x10459a510>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Examine metadata for a single house"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "building_number = 11\n",
      "print_dict(we.buildings[building_number].metadata)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<ul><li><strong>instance</strong>: 11</li><li><strong>dataset</strong>: WikiEnergy</li><li><strong>original_name</strong>: 434</li></ul>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x10459a490>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Examine sub-metered appliances"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "elec = we.buildings[building_number].elec\n",
      "elec.appliances"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "[Appliance(type='fridge', instance=1),\n",
        " Appliance(type='dish washer', instance=1),\n",
        " Appliance(type='electric water heating appliance', instance=1),\n",
        " Appliance(type='spin dryer', instance=1),\n",
        " Appliance(type='electric furnace', instance=1),\n",
        " Appliance(type='sockets', instance=1),\n",
        " Appliance(type='sockets', instance=2),\n",
        " Appliance(type='air conditioner', instance=1),\n",
        " Appliance(type='sockets', instance=3),\n",
        " Appliance(type='sockets', instance=4)]"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Wiring hierarchy of meters"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "elec.draw_wiring_graph();"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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XU6pUKVJSUujbty8xMTFUqFABgLCwMIYNG4aLiwsAmzdvpmHDhri6ugLXt4GcOXMGNze3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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10459a990>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Select all fridges"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fridges = nilmtk.global_meter_group.select_using_appliances(type='fridge')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Proportion of energy per fridge"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The energy consumed by each appliance can be expressed as a proportion of the household's total energy.  Here we find the range of proportions for each fridge."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Select a subset of fridges, otherwise the computation takes a long time\n",
      "fridges_restricted = MeterGroup(fridges.meters[6:16])\n",
      "\n",
      "proportion_per_fridge = fridges_restricted.proportion_of_upstream_total_per_meter()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "1/10 ElecMeter(instance=13, building=104, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)]) = 0.053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "2/10 ElecMeter(instance=14, building=104, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=2)]) = 0.044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "3/10 ElecMeter(instance=14, building=105, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)]) = 0.103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "4/10 ElecMeter(instance=16, building=106, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)]) = 0.043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "5/10 ElecMeter(instance=10, building=109, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)]) = 0.039"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "6/10 ElecMeter(instance=10, building=11, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)]) = 0.092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "7/10 ElecMeter(instance=10, building=111, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)]) = 0.101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "8/10 ElecMeter(instance=15, building=112, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)]) = 0.092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "9/10 ElecMeter(instance=15, building=113, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)]) = 0.029"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "10/10 ElecMeter(instance=15, building=116, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)]) = 0.100"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "proportion_per_fridge.plot(kind='barh');\n",
      "plt.title('Fridge energy as proportion of total building energy');\n",
      "plt.xlabel('Proportion');\n",
      "plt.ylabel('Fridge (<appliance instance>, <building instance>, <dataset name>)');"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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8q4YqKiqwbNkyLFq0CJIk4Z133kFaWho8PT0xe/Zsudy6deuQnJwMc3NzAMBr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\nRK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10b7c9050>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# How much energy does the largest-consuming fridge consume in kWh?\n",
      "fridges.select(building=61).total_energy()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "Calculating total_energy for ElecMeterID(instance=14, building=61, dataset='WikiEnergy') ...   "
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 14,
       "text": [
        "active    79.120667\n",
        "dtype: float64"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fridges.select(building=61).plot();\n",
      "plt.xlabel(\"Time\");"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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EScrDMoM9bsLu86Cj33wVOPiOd+OIMdmk2ljmcbWRQapMOjVemyibvJyjsqW8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8kkcrRAyBHnHHj0EbDv+V5SKvVc4fMVad4A8cFRQs0RAFg/+nNE5weS7zESSmCS7L9SzdF1112H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\nJEl+AirRjUxJdgVSAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10bfb3390>"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Daily energy consumption across fridges in WikiEnergy data set"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fridges_restricted = MeterGroup(fridges.meters[:20])\n",
      "daily_energy = pd.DataFrame([meter.average_energy_per_period(offset_alias='D') \n",
      "                             for meter in fridges_restricted.meters])\n",
      "\n",
      "daily_energy.plot(kind='hist');\n",
      "plt.title('Histogram of daily fridge energy');\n",
      "plt.xlabel('energy (kWh)');\n",
      "plt.ylabel('occurences');\n",
      "plt.legend().set_visible(False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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VzXDo0CEtXbpU06ZNU1BQkKZNm6ZVq1YpLS3N6mjV3t69e7V06VJN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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10b7c9790>"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Plot sub-metered data for a single day"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "we.set_window(start='2014-04-01 00:00:00', end='2014-04-02 00:00:00')\n",
      "elec.plot();\n",
      "plt.xlabel(\"Time\");"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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T9VauXMmyZcsICAhgyJAhHDp0CKj8nqZ58+bRrl07Ro8eTbNmzVi9ejWbNm2i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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10eaad710>"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Plot fraction of energy consumption of each appliance"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fraction = elec.submeters().fraction_per_meter().dropna()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "1/10 ElecMeter(instance=2, building=11, dataset='WikiEnergy', appliances=[Appliance(type='air conditioner', instance=1)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "2/10 ElecMeter(instance=3, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=1)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "3/10 ElecMeter(instance=4, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=2)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "4/10 ElecMeter(instance=5, building=11, dataset='WikiEnergy', appliances=[Appliance(type='dish washer', instance=1)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "5/10 ElecMeter(instance=6, building=11, dataset='WikiEnergy', appliances=[Appliance(type='spin dryer', instance=1)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "6/10 ElecMeter(instance=7, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric furnace', instance=1)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "7/10 ElecMeter(instance=8, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=3)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "8/10 ElecMeter(instance=9, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=4)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "9/10 ElecMeter(instance=10, building=11, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "10/10 ElecMeter(instance=11, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric water heating appliance', instance=1)])"
       ]
      }
     ],
     "prompt_number": 20
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Create convenient labels\n",
      "labels = elec.get_labels(fraction.index)\n",
      "plt.figure(figsize=(6,6))\n",
      "fraction.plot(kind='pie', labels=labels);"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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0KXPnzi37OCYm5rTPm0wm2rVrx969e9m4cSP/+Mc/WLlyJT6fj6FDhwKwY8cO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\nAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10b7b36d0>"
       ]
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Select meters on the basic of appliance category"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "elec.select_using_appliances(category='heating')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 22,
       "text": [
        "MeterGroup(meters=\n",
        "  ElecMeter(instance=7, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric furnace', instance=1)])\n",
        "  ElecMeter(instance=11, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric water heating appliance', instance=1)])\n",
        ")"
       ]
      }
     ],
     "prompt_number": 22
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Find all appliances with a particular type of motor\n",
      "elec.select_using_appliances(category='single-phase induction motor')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 23,
       "text": [
        "MeterGroup(meters=\n",
        "  ElecMeter(instance=2, building=11, dataset='WikiEnergy', appliances=[Appliance(type='air conditioner', instance=1)])\n",
        "  ElecMeter(instance=5, building=11, dataset='WikiEnergy', appliances=[Appliance(type='dish washer', instance=1)])\n",
        "  ElecMeter(instance=6, building=11, dataset='WikiEnergy', appliances=[Appliance(type='spin dryer', instance=1)])\n",
        "  ElecMeter(instance=7, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric furnace', instance=1)])\n",
        "  ElecMeter(instance=10, building=11, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)])\n",
        ")"
       ]
      }
     ],
     "prompt_number": 23
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Training and disaggregation"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Train\n",
      "co = CombinatorialOptimisation()\n",
      "co.train(elec)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Training model for submeter 'ElecMeter(instance=2, building=11, dataset='WikiEnergy', appliances=[Appliance(type='air conditioner', instance=1)])'\n",
        "Training model for submeter 'ElecMeter(instance=3, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=1)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Training model for submeter 'ElecMeter(instance=4, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=2)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Training model for submeter 'ElecMeter(instance=5, building=11, dataset='WikiEnergy', appliances=[Appliance(type='dish washer', instance=1)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Training model for submeter 'ElecMeter(instance=6, building=11, dataset='WikiEnergy', appliances=[Appliance(type='spin dryer', instance=1)])'\n",
        "Training model for submeter 'ElecMeter(instance=7, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric furnace', instance=1)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Training model for submeter 'ElecMeter(instance=8, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=3)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Training model for submeter 'ElecMeter(instance=9, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=4)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Training model for submeter 'ElecMeter(instance=10, building=11, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Training model for submeter 'ElecMeter(instance=11, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric water heating appliance', instance=1)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Done training!\n"
       ]
      }
     ],
     "prompt_number": 24
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for model in co.model:\n",
      "    print_dict(model)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<ul><li><strong>states</strong>: [   0  887 2970]</li><li><strong>training_metadata</strong>: ElecMeter(instance=2, building=11, dataset='WikiEnergy', appliances=[Appliance(type='air conditioner', instance=1)])</li></ul>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x10b5f78d0>"
       ]
      },
      {
       "html": [
        "<ul><li><strong>states</strong>: [ 0 13 77]</li><li><strong>training_metadata</strong>: ElecMeter(instance=3, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=1)])</li></ul>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x10aad0390>"
       ]
      },
      {
       "html": [
        "<ul><li><strong>states</strong>: [ 0 11 12]</li><li><strong>training_metadata</strong>: ElecMeter(instance=4, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=2)])</li></ul>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x10d1968d0>"
       ]
      },
      {
       "html": [
        "<ul><li><strong>states</strong>: [   0  197 1030]</li><li><strong>training_metadata</strong>: ElecMeter(instance=5, building=11, dataset='WikiEnergy', appliances=[Appliance(type='dish washer', instance=1)])</li></ul>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x10b7bdb50>"
       ]
      },
      {
       "html": [
        "<ul><li><strong>states</strong>: [0]</li><li><strong>training_metadata</strong>: ElecMeter(instance=6, building=11, dataset='WikiEnergy', appliances=[Appliance(type='spin dryer', instance=1)])</li></ul>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x10d196290>"
       ]
      },
      {
       "html": [
        "<ul><li><strong>states</strong>: [  0  15 520]</li><li><strong>training_metadata</strong>: ElecMeter(instance=7, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric furnace', instance=1)])</li></ul>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x10d196a50>"
       ]
      },
      {
       "html": [
        "<ul><li><strong>states</strong>: [  0  34 789]</li><li><strong>training_metadata</strong>: ElecMeter(instance=8, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=3)])</li></ul>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x10d1960d0>"
       ]
      },
      {
       "html": [
        "<ul><li><strong>states</strong>: [ 0 49 52]</li><li><strong>training_metadata</strong>: ElecMeter(instance=9, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=4)])</li></ul>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x10d181790>"
       ]
      },
      {
       "html": [
        "<ul><li><strong>states</strong>: [  0 138 463]</li><li><strong>training_metadata</strong>: ElecMeter(instance=10, building=11, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)])</li></ul>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x10b7bd390>"
       ]
      },
      {
       "html": [
        "<ul><li><strong>states</strong>: [ 0 17 34]</li><li><strong>training_metadata</strong>: ElecMeter(instance=11, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric water heating appliance', instance=1)])</li></ul>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x10d1810d0>"
       ]
      }
     ],
     "prompt_number": 25
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Disaggregate\n",
      "disag_filename = join(data_dir, 'wikienergy-disag.h5')\n",
      "output = HDFDataStore(disag_filename, 'w')\n",
      "co.disaggregate(elec.mains(), output)\n",
      "output.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "vampire_power = 321.0 watts\n",
        "Estimating power demand for 'ElecMeter(instance=2, building=11, dataset='WikiEnergy', appliances=[Appliance(type='air conditioner', instance=1)])'\n",
        "Estimating power demand for 'ElecMeter(instance=3, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=1)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Estimating power demand for 'ElecMeter(instance=4, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=2)])'\n",
        "Estimating power demand for 'ElecMeter(instance=5, building=11, dataset='WikiEnergy', appliances=[Appliance(type='dish washer', instance=1)])'\n",
        "Estimating power demand for 'ElecMeter(instance=6, building=11, dataset='WikiEnergy', appliances=[Appliance(type='spin dryer', instance=1)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Estimating power demand for 'ElecMeter(instance=7, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric furnace', instance=1)])'\n",
        "Estimating power demand for 'ElecMeter(instance=8, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=3)])'\n",
        "Estimating power demand for 'ElecMeter(instance=9, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=4)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Estimating power demand for 'ElecMeter(instance=10, building=11, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)])'\n",
        "Estimating power demand for 'ElecMeter(instance=11, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric water heating appliance', instance=1)])'\n"
       ]
      }
     ],
     "prompt_number": 26
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Examine disaggregated data"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "disag = DataSet(disag_filename)\n",
      "disag_elec = disag.buildings[building_number].elec\n",
      "disag_elec.plot()\n",
      "plt.xlabel(\"Time\")\n",
      "disag.store.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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T9VauXMmyZcsICAhgyJAhHDp0CKj8nqZ58+bRrl07Ro8eTbNmzVi9ejWbNm2i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y5Z1VsLRAPWNGmFyQq0OACMSNMII4xw6GBxDsK1/RIc4chEX6VpkJomsS4lK1FpGj49T+KBvOc7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Sqi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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10ddb3a10>"
       ]
      }
     ],
     "prompt_number": 27
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Calculate accuracy of disaggregation"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "disag = DataSet(disag_filename)\n",
      "disag_elec = disag.buildings[building_number].elec\n",
      "\n",
      "f1 = f1_score(disag_elec, elec)\n",
      "f1.index = disag_elec.get_labels(f1.index)\n",
      "f1.plot(kind='barh', figsize=(10,6))\n",
      "plt.ylabel('appliance');\n",
      "plt.xlabel('f-score');\n",
      "\n",
      "disag.store.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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jDT344IO65JJL9NRTTykoKEifffaZXn31VU2cOFH//Oc/9d133+n5559XUFCQ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\nAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10d1917d0>"
       ]
      }
     ],
     "prompt_number": 28
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Note"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This notebook was demonstrated at Buildsys 2014 (Nov. 2014), where it won the best demonstration award. Since then, the API has changed a bit and thus this notebook has been updated to reflect those changes."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# CSS styling\n",
      "from IPython.core.display import display, HTML\n",
      "display(HTML(open('static/styles.css', 'r').read()));"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<style>\n",
        "\n",
        "@font-face{\n",
        "    font-family:\"AvenirNext-UltraLight\";\n",
        "    src:url(\"styles/fonts/17c55b27-e9ab-43cd-b948-d49f97480d68.eot?#iefix\");\n",
        "    src:url(\"styles/fonts/17c55b27-e9ab-43cd-b948-d49f97480d68.eot?#iefix\") format(\"eot\"),url(\"styles/fonts/fa19948e-5e38-4909-b31e-41acd170d6f2.woff\") format(\"woff\"),url(\"styles/fonts/6de0ce4d-9278-467b-b96f-c1f5f0a4c375.ttf\") format(\"truetype\"),url(\"styles/fonts/9fd4ea0c-b19a-4b21-9fdf-37045707dd78.svg#9fd4ea0c-b19a-4b21-9fdf-37045707dd78\") format(\"svg\");\n",
        "}\n",
        "\n",
        "@font-face{\n",
        "    font-family:\"AvenirNext\";\n",
        "    src:url(\"styles/fonts/e9167238-3b3f-4813-a04a-a384394eed42.eot?#iefix\");\n",
        "    src:url(\"styles/fonts/e9167238-3b3f-4813-a04a-a384394eed42.eot?#iefix\") format(\"eot\"),url(\"styles/fonts/1e9892c0-6927-4412-9874-1b82801ba47a.woff\") format(\"woff\"),url(\"styles/fonts/46cf1067-688d-4aab-b0f7-bd942af6efd8.ttf\") format(\"truetype\"),url(\"styles/fonts/52a192b1-bea5-4b48-879f-107f009b666f.svg#52a192b1-bea5-4b48-879f-107f009b666f\") format(\"svg\");\n",
        "}\n",
        "\n",
        "body, p {\n",
        "  color: #2d3c48;\n",
        "  font-family: 'AvenirNext', sans-serif;\n",
        "  font-weight: normal;\n",
        "  -webkit-font-smoothing: antialiased;\n",
        "}\n",
        "\n",
        ".thumbnail {\n",
        "\tfloat: left;\n",
        "\twidth: 100%;\n",
        "\theight: 100%;\n",
        "\tmargin-right: 10px;\n",
        "\tmargin-bottom: 10px;\n",
        "\t-web-kit-shadow: None !important;\n",
        "\tbox-shadow: None !important;\n",
        "}\n",
        "\n",
        ".test {\n",
        "    float: left;\n",
        "    position: relative;\n",
        "    width:28%;\n",
        "    height:100%;\n",
        "    margin-right: 20px;\n",
        "}\n",
        ".test img {\n",
        "    float: left;\n",
        "    width:100%;\n",
        "    height:100%;\n",
        "}\n",
        ".test:after {\n",
        "    font-size: 40px;\n",
        "    text-align: center;\n",
        "    content: attr(data-content);\n",
        "    color:#fff;\n",
        "    position: absolute;\n",
        "    width:100%; height:66%;\n",
        "    top:0px; left:0px;\n",
        "    background:rgba(0,0,0,0.6);\n",
        "    opacity:0;\n",
        "    transition: all 0.5s;\n",
        "    -webkit-transition: all 0.5s;\n",
        "    padding-left: 5px;\n",
        "    padding-right: 5px;\n",
        "    padding-top: 20%;\n",
        "    border-radius: 4px;\n",
        "    margin-right: 10px;\n",
        "}\n",
        ".test:hover:after {\n",
        "    opacity:0.8;\n",
        "}\n",
        "\n",
        "h1,\n",
        "h2,\n",
        "h3,\n",
        "h4,\n",
        "h5,\n",
        "h6 {\n",
        "    font-family: 'AvenirNext-UltraLight', sans-serif;\n",
        "    font-weight: bold;\n",
        "    color: #545E6B;\n",
        "}\n",
        "\n",
        "p {\n",
        "    color: #222;\n",
        "}\n",
        "\n",
        "a {\n",
        "    text-decoration: none !important;\n",
        "    color: #8F7BD9;\n",
        "    line-height: 19px;\n",
        "    transition: all .25s; \n",
        "    -moz-transition: all .25s; \n",
        "    -webkit-transition: all .25s;\n",
        "}\n",
        "\n",
        "a:hover {\n",
        "\tcolor: #A997EB;\n",
        "\ttext-decoration: none !important;\n",
        "}\n",
        "\n",
        "a:active {\n",
        "\tcolor: #59A2E6;\n",
        "\ttext-decoration: none !important;\n",
        "}\n",
        "\n",
        ".button {\n",
        "  padding-left: 40px;\n",
        "  padding-right: 40px;\n",
        "  padding-top: 10px;\n",
        "  padding-bottom: 10px;\n",
        "  margin-right: 20px;\n",
        "  border: 1px solid #9175f0;\n",
        "  box-shadow: inset 0px 1px 0px 0px rgba(255,255,255,0.30);\n",
        "  border-radius: 3px;\n",
        "  font-size: 24px;\n",
        "  color: #9175f0;\n",
        "  line-height: 26px;\n",
        "}\n",
        "\n",
        ".button:hover {\n",
        "  color: #A997EB;\n",
        "  background-color: rgb(240,240,240);\n",
        "\n",
        "}\n"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x10dddfd10>"
       ]
      }
     ],
     "prompt_number": 29
    }
   ],
   "metadata": {}
  }
 ]
}